{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"-1\"\n",
    "import numpy as np\n",
    "\n",
    "from skimage import io\n",
    "from skimage import data\n",
    "from scipy.signal import convolve2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f963c5c56a0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = io.imread('dog.jpg', as_gray=True)\n",
    "kernel = [[0.0, 0.0, 0.0],\n",
    "          [0.0, 1.0, 0.0],\n",
    "          [0.0, 0.0, 0.0]]\n",
    "features = convolve2d(image, kernel)\n",
    "#Normalize between 0.0 and 1.0\n",
    "features = (features - np.min(features)) / np.ptp(features)\n",
    "io.imshow(features, cmap='gray')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
